{"id":"W4408897512","doi":"10.18280/jesa.580209","title":"Enhancement of a distribution system performance based on a Nested Corona Herd Immunity Optimizer","year":2025,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Islanding Detection in Power Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Herd immunity; Corona (planetary geology); Distribution (mathematics); Herd; Computer science; Mathematics; Biology; Virology; Ecology; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003791781,0.0004313481,0.00058173,0.0001563206,0.0002173499,0.0004241988,0.0004093814,0.0004308404,0.001381963],"category_scores_gemma":[0.0006980919,0.0001453344,0.0003265846,0.0001067605,0.0002158613,0.0003349089,0.0003236826,0.0003619125,0.0001243679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000294354,"about_ca_system_score_gemma":0.000399372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00166514,"about_ca_topic_score_gemma":0.001653195,"domain_scores_codex":[0.9998757,0.00003550897,0.000004511597,0.00002899109,0.00002576041,0.00002953288],"domain_scores_gemma":[0.9997994,0.00008619868,0.00003351796,0.00002164229,0.00004305598,0.00001626723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001727624,0.0001118184,0.001072131,0.00002875369,0.00005784668,0.00005199614,0.00002857115,0.9492788,0.01598842,0.001550653,0.000456075,0.03120211],"study_design_scores_gemma":[0.00000788487,0.00006192262,0.0002005168,9.617461e-7,0.000008261956,0.000007055889,0.000002217464,0.9986274,0.0008692618,0.0001336332,0.00007934856,0.000001510519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4193246,0.0002664496,0.5712216,0.0001903483,0.00006680479,0.00006136377,0.00004373075,0.000782584,0.008042443],"genre_scores_gemma":[0.9789447,0.00002147175,0.02016893,0.00002456619,0.000009445618,0.000014491,0.0000159687,0.00002052738,0.0007799502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00166514,"threshold_uncertainty_score":0.004623115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009190485965535908,"score_gpt":0.2222523051312361,"score_spread":0.2130618191657002,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}